Generating function approach for discrete queueing analysis with decomposable arrival and service markov chains
- 1 January 1993
- journal article
- research article
- Published by Taylor & Francis in Communications in Statistics. Stochastic Models
- Vol. 9 (3) , 401-420
- https://doi.org/10.1080/15326349308807272
Abstract
This paper uses generating function approach with spectral decomposition to analyze discrete queues with arrival and service processes characterized by Markov chain (MC). Both generating function and distribution function of the queue are constructed from vanishing and non-vanishing roots. The vanishing roots are used to obtain linear solutions for the boundary probabilities; each non-vanishing root constructs a geometric term in the queue distribution function. The queue asymptotic behavior is expressed in a simple geometric form, which is determined by the minimum non-vanishing root. A key condition for the success of this approach is that all the eigenvalues of both arrival and service MC generating function matrices are distinct and given in explicit analytic form. In order to express eigenvalues in explicit analytic form, both arrival and service MCs must be a special class of MCs which are decomposable into a set of independent MC elements, and each element has no more than four states. Finding roots then becomes no longer difficult in large systems, since the evaluation of each individual root is well decomposed in a simple convergent form. One can use simple Kronecker product properties to obtain queueing solutions. In this paper we will present steady state queueing solutions for both arrival and service MCs decomposed in units of heterogeneous two-state MCsKeywords
This publication has 16 references indexed in Scilit:
- A general solution technique for discrete queueing analysis of multimedia traffic on ATMIEEE Transactions on Communications, 1991
- Traffic characterization for integrated services networksIEEE Transactions on Communications, 1990
- Study of information loss in packet voice systemsIEEE Transactions on Communications, 1989
- Performance models of statistical multiplexing in packet video communicationsIEEE Transactions on Communications, 1988
- Models for analysis of packet voice communications systemsIEEE Journal on Selected Areas in Communications, 1986
- Performance of Voice/Data Integration on a TDM SystemIEEE Transactions on Communications, 1985
- Stochastic Theory of a Data-Handling System with Multiple SourcesBell System Technical Journal, 1982
- TASI-E Communications SystemIEEE Transactions on Communications, 1982
- Delay Related Issues in Integrated Voice and Data NetworksIEEE Transactions on Communications, 1981
- A Statistical Analysis of On-Off Patterns in 16 ConversationsBell System Technical Journal, 1968